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Simple library set up for calling TISEAN programs as Python functions. I'm going to use this on the next chaos pset.
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############################################################################### | |
# | |
# File: tizz/__init__.py | |
# Author: Ken Sheedlo | |
# | |
# TISEAN interface library for Python | |
# | |
############################################################################### | |
import numpy | |
import StringIO | |
import subprocess | |
import sys | |
PROGRAMS = [ | |
'ar-model', | |
'arima-model', | |
'av-d2', | |
'boxcount', | |
'causality', | |
'changes', | |
'corr', | |
'd2', | |
'delay', | |
'extrema', | |
'false_nearest', | |
'fsle', | |
'ghkss', | |
'histogram', | |
'lfo-ar', | |
'lfo-run', | |
'lfo-test', | |
'low121', | |
'lyap_k', | |
'lyap_r', | |
'lyap_spec', | |
'lzo-gm', | |
'lzo-run', | |
'lzo-test', | |
'makenoise', | |
'mem_spec', | |
'mutual', | |
'nrlazy', | |
'nstat_z', | |
'pca', | |
'poincare', | |
'polyback', | |
'polynom', | |
'polynomp', | |
'polypar', | |
'rand', | |
'rbf', | |
'recurr', | |
'resample', | |
'rescale', | |
'routines', | |
'sav_gol', | |
'xcor', | |
'xzero', | |
'zeroth', | |
'addnoise', | |
'ar-run', | |
'autocor', | |
'c1', | |
'c2d', | |
'c2g', | |
'c2naive', | |
'c2t', | |
'changes', | |
'choose', | |
'cluster', | |
'compare', | |
'delay', | |
'endtoend', | |
'events', | |
'henon', | |
'ikeda', | |
'intervals', | |
'lazy', | |
'lorenz', | |
'notch', | |
'pc', | |
'predict', | |
'project', | |
'randomize', | |
'randomize_auto', | |
'randomize_cool', | |
'randomize_cost', | |
'randomize_extend', | |
'randomize_perm', | |
'randomize_spike', | |
'randomize_uneven', | |
'rms', | |
'spectrum', | |
'spikeauto', | |
'spikespec', | |
'stp', | |
'surrogates', | |
'timerev', | |
'upo', | |
'upoembed', | |
'wiener', | |
'xc2', | |
'xrecur' | |
] | |
def _activate(program): | |
''' | |
Constructs a callback interface to a TISEAN program. | |
Params: | |
program The name of the TISEAN program to call. | |
Returns: a tuple (name, callback) where | |
name A suitable Python name for the program. This will be equal | |
to the TISEAN program's name unless it uses Python special | |
characters (e.g., -). In this case an appropriate substitute | |
will be used (- => _). | |
callback The function to run, conforming to the standard tizz | |
interface. It takes an optional input keyword-arg that will | |
be converted to a string and passed to TISEAN as standard | |
input. It returns the result from TISEAN as a Numpy ndarray. | |
''' | |
pyname = program.replace('-', '_') | |
def _straightline(dargs): | |
''' | |
Converts a keyword-arg dictionary into a shell arguments. | |
''' | |
def _combine(lst, kv): | |
return lst + ['-{0}'.format(kv[0]), str(kv[1])] | |
return reduce(_combine, dargs.items(), []) | |
def _callback(*args, **kwargs): | |
''' | |
Standard tizz library interface callback. | |
''' | |
iarray = kwargs.get('input') | |
idata = None | |
if iarray is not None: | |
ibuf = StringIO.StringIO() | |
numpy.savetxt(ibuf, iarray) | |
idata = ibuf.getvalue() | |
ibuf.close() | |
pargs = [program, '-V', '0'] + list(args) + _straightline(dict({ | |
kv for kv in kwargs.items() | |
if kv[0] != 'input' | |
})) | |
child = subprocess.Popen( | |
pargs, | |
stdin=subprocess.PIPE, | |
stdout=subprocess.PIPE, | |
) | |
(outdata, _) = child.communicate(input=idata) | |
buf = StringIO.StringIO(outdata) | |
try: | |
return numpy.loadtxt(buf) | |
finally: | |
buf.close() | |
return (pyname, _callback) | |
selfmod = sys.modules[__name__] | |
selfmod.__dict__.update([_activate(program) for program in PROGRAMS]) |
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############################################################################### | |
# | |
# File: test.py | |
# Author: Ken Sheedlo | |
# | |
# TISEAN interface library for Python, unit tests. | |
# | |
############################################################################### | |
import numpy | |
import tizz | |
import unittest | |
class TestTizz(unittest.TestCase): | |
''' | |
Test suite for tizz library. | |
''' | |
def test_mutual_should_construct_mutual_information(self): | |
''' | |
Tests the mutual program to make sure it is working. | |
''' | |
data = numpy.loadtxt('tizz/test.dat') | |
muts = tizz.mutual(input=data) | |
expected = numpy.array([ | |
[ 0., 2.766932], | |
[ 1., 2.626527], | |
[ 2., 2.523629], | |
[ 3., 2.43525 ], | |
[ 4., 2.356612], | |
[ 5., 2.28539 ], | |
[ 6., 2.220294], | |
[ 7., 2.160475], | |
[ 8., 2.105323], | |
[ 9., 2.054395], | |
[10., 2.007321], | |
[11., 1.963788], | |
[12., 1.923651], | |
[13., 1.886742], | |
[14., 1.852874], | |
[15., 1.821637], | |
[16., 1.792148], | |
[17., 1.763563], | |
[18., 1.734117], | |
[19., 1.704597], | |
[20., 1.673778] | |
], dtype=numpy.float64) | |
self.assertEquals(muts.shape, expected.shape) | |
for i in xrange(21): | |
self.assertAlmostEqual(expected[i, 0], muts[i, 0]) | |
self.assertAlmostEqual(expected[i, 1], muts[i, 1]) | |
if __name__ == "__main__": | |
unittest.main() |
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